Dense Slides: Automating Large Scale Refactors with Parallel Agents - Robert Brennan, OpenHands

Source Video

Automating Large Scale Refactors with Parallel Agents - Robert Brennan, OpenHands

Method

This deck is slide-only. The existing captured video frame set supplies candidate frames, then local OpenCV rejects sponsor/title/speaker-only frames, crops visible slide surfaces, deduplicates, and saves the cropped slide images.

Cropped Visible Slides

• Source scene image: frame-00003.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.62
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00009.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.27
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00016.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.17
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00029.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.25
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00034.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.98
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00036.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.62
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00044.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.58
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00048.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.84
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00053.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.03
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00067.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.42
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00068.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.11
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00089.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.91
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00107.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 176.22
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00110.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.85
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00133.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.48
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00147.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 178.13
• Slide-only rule: visual-bright-slide

• Source scene image: frame-00148.jpg
• Crop: visible-slide-crop [0, 37, 960, 503] score 177.46
• Slide-only rule: visual-bright-slide